{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-130.4791    268.6006  ]\n",
      " [-280.54007   365.79678 ]\n",
      " [-183.35268   515.8632  ]\n",
      " [ -33.291965  418.66702 ]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.manifold import TSNE\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "X = np.array([[0, 0, 0], [0, 1, 1], [1, 0, 1], [1, 1, 1]])\n",
    "tsne = TSNE(n_components=2)\n",
    "tsne.fit_transform(X)\n",
    "print(tsne.embedding_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t-SNE: 11 sec\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# coding='utf-8'\n",
    "\"\"\"# 一个对S曲线数据集上进行各种降维的说明。\"\"\"\n",
    "from time import time\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib.ticker import NullFormatter\n",
    "\n",
    "from sklearn import manifold, datasets\n",
    "\n",
    "# # Next line to silence pyflakes. This import is needed.\n",
    "# Axes3D\n",
    "\n",
    "n_points = 1000\n",
    "# X是一个(1000, 3)的2维数据，color是一个(1000,)的1维数据\n",
    "X, color = datasets.samples_generator.make_s_curve(n_points, random_state=0)\n",
    "n_neighbors = 10\n",
    "n_components = 2\n",
    "\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "# 创建了一个figure，标题为\"Manifold Learning with 1000 points, 10 neighbors\"\n",
    "plt.suptitle(\"Manifold Learning with %i points, %i neighbors\"\n",
    "             % (1000, n_neighbors), fontsize=14)\n",
    "\n",
    "\n",
    "'''绘制S曲线的3D图像'''\n",
    "ax = fig.add_subplot(211, projection='3d')\n",
    "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=color, cmap=plt.cm.Spectral)\n",
    "ax.view_init(4, -72)  # 初始化视角\n",
    "\n",
    "'''t-SNE'''\n",
    "t0 = time()\n",
    "tsne = manifold.TSNE(n_components=n_components, init='pca', random_state=0)\n",
    "Y = tsne.fit_transform(X)  # 转换后的输出\n",
    "t1 = time()\n",
    "print(\"t-SNE: %.2g sec\" % (t1 - t0))  # 算法用时\n",
    "ax = fig.add_subplot(2, 1, 2)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"t-SNE (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())  # 设置标签显示格式为空\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "# plt.axis('tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:14: DeprecationWarning: Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#Visualizing with t-SNE\n",
    "#t-SNE\n",
    "#from tsne import tsne #Import the t-SNE algorithm\n",
    "from gensim.models import Word2Vec\n",
    "from sklearn.decomposition import PCA\n",
    "from matplotlib import pyplot\n",
    "import gensim\n",
    "from sklearn import manifold\n",
    "%matplotlib inline\n",
    "\n",
    "# 加载模型\n",
    "model=gensim.models.Word2Vec.load(\"wiki_zh_word_embedding_128_again.m\")\n",
    "\n",
    "X = model[model.wv.vocab]\n",
    "pca = PCA(n_components=2)\n",
    "tsne = manifold.TSNE(n_components=n_components, init='pca', random_state=0)\n",
    "\n",
    "#Y = tsne(X, 2, 50, 30.0)\n",
    "Y = tsne.fit_transform(X)  # 转换后的输出\n",
    "#Plot the t-SNE output\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(Y[:, 0], Y[:, 1], 'o')\n",
    "ax.set_title('Tweets')\n",
    "ax.set_yticklabels([]) #Hide ticks\n",
    "ax.set_xticklabels([]) #Hide ticks\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import sklearn\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.datasets import load_digits\n",
    "%matplotlib inline\n",
    "\n",
    "# Random state.\n",
    "RS = 20150101\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patheffects as PathEffects\n",
    "import matplotlib\n",
    "\n",
    "# We import seaborn to make nice plots.\n",
    "import seaborn as sns\n",
    "sns.set_style('darkgrid')\n",
    "sns.set_palette('muted')\n",
    "sns.set_context(\"notebook\", font_scale=1.5,\n",
    "                rc={\"lines.linewidth\": 2.5})\n",
    "digits = load_digits()\n",
    "# We first reorder the data points according to the handwritten numbers.\n",
    "X = np.vstack([digits.data[digits.target==i]\n",
    "               for i in range(10)])\n",
    "y = np.hstack([digits.target[digits.target==i]\n",
    "               for i in range(10)])\n",
    "digits_proj = TSNE(random_state=RS).fit_transform(X)\n",
    "\n",
    "def scatter(x, colors):\n",
    "    # We choose a color palette with seaborn.\n",
    "    palette = np.array(sns.color_palette(\"hls\", 10))\n",
    "\n",
    "    # We create a scatter plot.\n",
    "    f = plt.figure(figsize=(8, 8))\n",
    "    ax = plt.subplot(aspect='equal')\n",
    "    sc = ax.scatter(x[:,0], x[:,1], lw=0, s=40,\n",
    "                    c=palette[colors.astype(np.int)])\n",
    "    plt.xlim(-25, 25)\n",
    "    plt.ylim(-25, 25)\n",
    "    ax.axis('off')\n",
    "    ax.axis('tight')\n",
    "\n",
    "    # We add the labels for each digit.\n",
    "    txts = []\n",
    "    for i in range(10):\n",
    "        # Position of each label.\n",
    "        xtext, ytext = np.median(x[colors == i, :], axis=0)\n",
    "        txt = ax.text(xtext, ytext, str(i), fontsize=24)\n",
    "        txt.set_path_effects([\n",
    "            PathEffects.Stroke(linewidth=5, foreground=\"w\"),\n",
    "            PathEffects.Normal()])\n",
    "        txts.append(txt)\n",
    "\n",
    "    return f, ax, sc, txts\n",
    "\n",
    "scatter(digits_proj, y)\n",
    "plt.savefig('digits_tsne-generated.png', dpi=120)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
